{
 "cells": [
  {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 函数\n",
    "- 函数的定义与执行\n",
    "- 函数的参数\n",
    "- 生成器与yield\n",
    "\n",
    "\n",
    "```\n",
    "def fun(param1:type1,param2:type2=defalt,*arg,**args) -> return_type:\n",
    "    body\n",
    "    return value\n",
    "```\n",
    "\n",
    "v = fun(value1,value2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 4, 9, 16]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "def pow(x:list):\n",
    "    return [_i**2 for _i in x]\n",
    "\n",
    "pow(range(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-1\n",
      "1\n",
      "-1\n",
      "3\n",
      "-1\n",
      "5\n",
      "-1\n",
      "7\n",
      "-1\n",
      "9\n",
      "-1\n",
      "11\n",
      "-1\n",
      "13\n",
      "-1\n",
      "15\n",
      "-1\n",
      "17\n",
      "-1\n",
      "19\n",
      "-1\n",
      "21\n",
      "-1\n",
      "23\n",
      "-1\n",
      "25\n",
      "-1\n",
      "27\n",
      "-1\n",
      "29\n",
      "-1\n",
      "31\n",
      "-1\n",
      "33\n",
      "-1\n",
      "35\n",
      "-1\n",
      "37\n",
      "-1\n",
      "39\n",
      "-1\n",
      "41\n",
      "-1\n",
      "43\n",
      "-1\n",
      "45\n",
      "-1\n",
      "47\n",
      "-1\n",
      "49\n",
      "-1\n",
      "51\n",
      "-1\n",
      "53\n",
      "-1\n",
      "55\n",
      "-1\n",
      "57\n",
      "-1\n",
      "59\n",
      "-1\n",
      "61\n",
      "-1\n",
      "63\n",
      "-1\n",
      "65\n",
      "-1\n",
      "67\n",
      "-1\n",
      "69\n",
      "-1\n",
      "71\n",
      "-1\n",
      "73\n",
      "-1\n",
      "75\n",
      "-1\n",
      "77\n",
      "-1\n",
      "79\n",
      "-1\n",
      "81\n",
      "-1\n",
      "83\n",
      "-1\n",
      "85\n",
      "-1\n",
      "87\n",
      "-1\n",
      "89\n",
      "-1\n",
      "91\n",
      "-1\n",
      "93\n",
      "-1\n",
      "95\n",
      "-1\n",
      "97\n",
      "-1\n",
      "99\n"
     ]
    }
   ],
   "source": [
    "def odd(x):\n",
    "    i = 0\n",
    "    while i<x:\n",
    "        if i%2==1:\n",
    "            yield i\n",
    "        else:\n",
    "            yield -1\n",
    "        i+=1\n",
    "\n",
    "for _i in odd(100):\n",
    "    print(_i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### lamda函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "add = lambda x,y:x+y\n",
    "add2 = add\n",
    "add(3,5)\n",
    "add2(6,7)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py310",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
